AWS Machine Learning Blog
Category: Foundational (100)
Build an agronomic data platform with HAQM SageMaker geospatial capabilities
The world is at increasing risk of global food shortage as a consequence of geopolitical conflict, supply chain disruptions, and climate change. Simultaneously, there’s an increase in overall demand from population growth and shifting diets that focus on nutrient- and protein-rich food. To meet the excess demand, farmers need to maximize crop yield and effectively […]
Separate lines of business or teams with multiple HAQM SageMaker domains
HAQM SageMaker Studio is a fully integrated development environment (IDE) for machine learning (ML) that enables data scientists and developers to perform every step of the ML workflow, from preparing data to building, training, tuning, and deploying models. To access SageMaker Studio, HAQM SageMaker Canvas, or other HAQM ML environments like RStudio on HAQM SageMaker, […]
AlexaTM 20B is now available in HAQM SageMaker JumpStart
July 2023: This post was reviewed for accuracy. Today, we announce the public availability of HAQM’s state-of-the-art Alexa Teacher Model with 20 billion parameters (AlexaTM 20B) through HAQM SageMaker JumpStart, SageMaker’s machine learning hub. AlexaTM 20B is a multilingual large-scale sequence-to-sequence (seq2seq) language model developed by HAQM. You can use AlexaTM 20B for a wide […]
“ID + Selfie” – Improving digital identity verification using AWS
The COVID-19 global pandemic has accelerated the need to verify and onboard users online across several industries, such as financial services, insurance, and healthcare. When it comes to user experience it is crucial to provide a frictionless transaction while maintaining a high standard for identity verification. The question is, how do you verify real people […]
Generate images from text with the stable diffusion model on HAQM SageMaker JumpStart
March 2023: This post was reviewed and updated with support for Stable Diffusion inpainting model. Today, we announce that Stable Diffusion 1 and Stable Diffusion 2 are available in HAQM SageMaker JumpStart. JumpStart is the machine learning (ML) hub of SageMaker that provides hundreds of built-in algorithms, pre-trained models, and end-to-end solution templates to help you quickly get started with […]
Run text generation with Bloom and GPT models on HAQM SageMaker JumpStart
Today, we announce that large language models Bloom and GPT-2 are available in SageMaker JumpStart. HAQM SageMaker JumpStart is the machine learning hub of SageMaker that provides hundreds of built-in algorithms, pre-trained models, and end-to-end solution templates to help customers quickly get started with machine learning (ML). You can use these models for a wide […]
Transfer learning for TensorFlow object detection models in HAQM SageMaker
July 2023: You can also use the newly launched JumpStart APIs, an extension of the SageMaker Python SDK. These APIs allow you to programmatically deploy and fine-tune a vast selection of JumpStart-supported pre-trained models on your own datasets. Please refer to HAQM SageMaker JumpStart models and algorithms now available via API for more details on how […]
Transfer learning for TensorFlow text classification models in HAQM SageMaker
July 2023: You can also use the newly launched JumpStart APIs, an extension of the SageMaker Python SDK. These APIs allow you to programmatically deploy and fine-tune a vast selection of JumpStart-supported pre-trained models on your own datasets. Please refer to HAQM SageMaker JumpStart models and algorithms now available via API for more details on how […]
Configure DTMF slots and ordered retry prompts with HAQM Lex
This post walks you through a few new features that make it simple to design a conversational flow entirely within HAQM Lex that adheres to best practices for IVR design related to retry prompting. We also cover how to configure a DTMF-only prompt as well as other attributes like timeouts and barge-in. When designing an […]
HAQM SageMaker JumpStart solutions now support custom IAM role settings
HAQM SageMaker JumpStart solutions are a feature within HAQM SageMaker Studio that allow a simple-click experience to set up your own machine learning (ML) workflows. When you launch a solution, various of AWS resources are set up in your account to demonstrate how the business problem can be solved using the pre-built architecture. The solutions […]